Orama vs Qdrant
A side-by-side comparison of two self-hosted search engines options — licensing, setup difficulty, resource needs, and what each one replaces.
Qdrant
High-performance open-source vector search engine
| Feature | Orama | Qdrant |
|---|---|---|
| Deploy effort | Read-the-docs project | Under-an-hour setup |
| Health score | 87 · Excellent | 98 · Excellent |
| Category | Search Engines | Search Engines |
| License | Apache-2.0 | Apache-2.0 |
| Language | TypeScript | Rust |
| Setup difficulty | Easy | Medium |
| Min. RAM | 128 MB | 512 MB |
| Deployment | source, binary | docker, kubernetes, helm |
| GitHub stars | ★ 10,561 | ★ 34,775 |
| First released | 2022 | 2021 |
| Replaces | Algolia, Elasticsearch | Pinecone, Algolia |
What are Orama and Qdrant?
Orama
Orama is an open-source full-text, vector, and hybrid search engine that runs anywhere JavaScript runs, including the browser, edge functions, and servers. It can power in-app search and documentation search without external infrastructure.
- Runs in the browser
- Full-text and vector search
- Hybrid search
- Tiny footprint
Qdrant
Qdrant is an open-source vector similarity search engine and database written in Rust. It powers semantic search, recommendations and retrieval-augmented generation with a convenient API.
- Fast vector similarity search
- Payload filtering with vectors
- Distributed clustering
- REST and gRPC APIs
Orama vs Qdrant: key differences
Orama is written in TypeScript, while Qdrant is built with Rust. Orama is the lighter option, starting around 128 MB of RAM against 512 MB for Qdrant. Qdrant has the considerably larger community, at 34,775 GitHub stars versus 10,561. Qdrant lists first-class Docker deployment; Orama does not.
Why pick each one
Choose Orama if…
- Released under the Apache-2.0 license
- Easy to set up — beginner-friendly
- Mature project with 10.6k GitHub stars
- Written in TypeScript
Choose Qdrant if…
- Excellent performance
- Easy to deploy
Watch out for
- Specialized for vector workloads
Frequently asked questions
Is Orama or Qdrant better?
Neither is universally better. Qdrant has the larger community, while Orama is simpler to set up (easy difficulty). Choose based on the comparison table above and your own setup.
Are Orama and Qdrant free and open-source?
Yes. Orama is licensed under Apache-2.0 and Qdrant under Apache-2.0. Both can be self-hosted at no software cost.
Can I run Orama and Qdrant with Docker?
Orama: check the project docs for container support. Qdrant: yes.
Which is lighter on resources, Orama or Qdrant?
Orama has the smaller minimum footprint at 128 MB of RAM, compared to about 512 MB for Qdrant. Real-world usage depends on library size, user count, and enabled features.